Impact of Rural Out-Migration on Agricultural Technology Adoption of Rural Households in Southern Ethiopia

DOI 10.7160/aol.2023.150101
No 1/2023, January
pp. 3-20

Eshetu, F., Haji, J., Ketema, M. and Mehare, A. (2023) "Impact of Rural Out-Migration on Agricultural Technology Adoption of Rural Households in Southern Ethiopia", AGRIS on-line Papers in Economics and Informatics, Vol. 15, No. 1, pp. 3-20. ISSN 1804-1930. DOI 10.7160/aol.2023.150101.


Using the new economics labor migration theory as a theoretical framework and the multinomial treatment effects negative binomial regression as an analytical model in southern Ethiopia, this study investigated the effects of rural out-migration on the intensity of agricultural technology adoption. In the year 2021, data were collected from 415 sample houses using stratified random sampling. Regression analysis showed that while the influence of migration from rural to urban areas is negligible, participation in international migration greatly increases the likelihood of technology adoption in rural families by 38.9%. The intensity of agricultural technology adoption by rural households is negatively and significantly correlated with male-headed households and household age, while the frequency of extension visits, non-farm participation, saving, membership in cooperatives, sales of livestock, and tropical livestock unit are positively and significantly related to the intensity of agricultural technology adoption. The outcome is consistent with the labor migration theory's risk and credit hypotheses. To encourage the adoption of agricultural technology and stop the recent surge of rural out-migration in southern Ethiopia, policymakers should provide access to capital, public services, and viable off-farm employment in rural areas.


Migration, self selection bias, negative binomial regression, technology adoption.


  1. Abebaw, D., Admassie, A., Kassa, H. and Padoch, C. (2021) "Does rural outmigration affect investment in agriculture ? Evidence from Ethiopia", Migration and Development, Vol. 10, No. 1, pp. 1-25. ISSN 2163-2324. DOI 10.1080/21632324.2019.1684046.
  2. Abire, B. and Sagar, G. (2016) "The Determinant Factors Of Illegal Migration To South Africa And Its Impacts On The Society In The Case Of Gombora District, Hadiya Zone In Ethiopia", IOSR Journal of Mathematics, Vol. 12, No. 3, pp. 51-65. E-ISSN 2278-5728, ISSN 2319-765X DOI 10.9790/5728-1203065165.
  3. Bhandari, G. and Reddy, B. V. C. (2015) "Impact of Out-Migration on Agriculture and Women Work Load : An Economic Analysis of Hilly Regions of Uttarakhand, India", Indian Journal of Agricultural Economics, Vol. 70, No. 3, pp. 396-404. ISSN 00195014. DOI 10.22004/ag.econ.230218.
  4. Bundervoet, T. (2018) "Internal Migration in Ethiopia: Evidence from a quantitative and qualitative research study", World Bank. [Online]. Available: handle/10986/32097 [Accessed: April 8, 2021]. DOI 10.1596/3209.
  5. Central Statistical Authority (CSA, 2018) "Ethiopian population projection of 2017", Central Statistical Agency of Ethiopia, Addis Ababa. [Online]. Available: Statistical_Agency_Population_Projection_of_Ethiopia_for_All_Regions_At_Wereda_Level_ from_2014_2017 [Accessed: May 10, 2021].
  6. Cochran, W. (1963) "Sampling Techniques", 2nd ed., New York: John Wiley and Sons, Inc. ISBN-13. 978-0471162384.
  7. Debnath, M. (2022) "Dynamic use of remittances and its benefit on rural migrant households: insights from rural West Bengal, India", GeoJournal, Vol. 7, No. 87, pp. 5367-5382. ISSN 0343-2521. DOI 10.1007/s10708-022-10587-7.
  8. Deb, P., and Trivedi, P. (2006) "Maximum simulated likelihood estimation of a negative binomial regression model with multinomial endogenous treatment", Stata Journal, Vol. 6, No. 2, pp. 246-255. ISSN 1536-867X. DOI 10.1177/1536867X0600600206.
  9. Dhraief, M. Z., Bedhiaf, S., Dhehibi, B., Oueslati-Zlaoui, M., Jebali, O. and Ben-Youssef, S. (2019) "Factors affecting innovative technologies adoption by livestock holders in an arid area of Tunisia", New Medit, Vol. 18, No. 4, pp. 3-18. DOI 10.30682/nm1904a.
  10. Fadeyi, O. A., Ariyawardana, A. and Aziz, A. A. (2022) "Factors influencing technology adoption among smallholder farmers: a systematic review in Africa", Journal of Agriculture and Rural Development in the Tropics and Subtropics (JARTS), Vol. 123, No. 1, pp. 13-30. ISSN 2363-6033. DOI 10.17170/kobra-202201195569.
  11. Food and Agriculture Organization (2019) "Migration Framework-Migration as a choice and an opportunity for rural development", Rome, Italy. [Online]. Available: ca3984en/CA3984EN.pdf [Accessed: July 2, 2021].
  12. Feyisa, B. W. (2020) "Determinants of agricultural technology adoption in Ethiopia: A meta-analysis", Cogent Food and Agriculture, Vol. 6, No.1, pp. 1-11. ISSN 2331-1932. DOI 10.1080/23311932.2020.1855817.
  13. Harris, J. and Todaro, M. (1970) "Migration, unemployment and development: A two-sector analysis", American Economic Review, Vol. 60, No.1, pp. 126-142. E-ISSN 1944-7981, ISSN 0002-8282
  14. Kanko, T. D., Bailey, A. and Teller, C. (2013) "Irregular Migration: Causes and Consequences of Young Adult Migration from Southern Ethiopia to South Africa", Paper presented at XXVII IUSSP International Population Conference, Busan, South Korea, pp. 26-31. [Online]. Available: [Accessed: May 8, 2021].
  15. Lewis, W. (1954) "Economic development with unlimited supplies of labor", Manchester School of Economic and Social Studies, Vol. 22, No. 2, pp. 139-191. ISSN 0025-2034. DOI DOI 10.1111/j.1467-9957.1954.tb00021.x.
  16. Lucas, R. (1987) "Emigration to South Africa’s Mines", The American Economic Review, Vol. 77, No. 3, pp. 313-330. ISSN 0002-8282.
  17. Lucas, R. and Stark, O. (1985) "Motivations to remit: Evidence from Botswana", Journal of Political Economy, Vol. 93, No. 5, pp. 901-918. E-ISSN 1537-534X, ISSN 0022-380. DOI 10.1086/261341.
  18. Massresha, S. E., Lema, T. Z., Mengiste, M., Degu, W. A. and State, R. (2021) "Perception and determinants of agricultural technology adoption in North Shoa Zone, Ethiopia", Cogent Economics & Finance, Vol. 9, No. 1. ISSN 2332-2039 DOI 10.1080/23322039.2021.1956774.
  19. Mendola, M. (2005) "Migration and Technological Change in Rural Households: Complements or Substitutes ?", Conference on Research in Economics, University of Pavia, Milano, Italy. [Online]. Available: [Accessed: April 9, 2021].
  20. Maguza-Tembo, F., Edriss, A. and Mangisoni, J. (2017) "Determinants of Climate Smart Agriculture Technology Adoption in the Drought Prone Districts of Malawi using a Multivariate Probit Analysis", Asian Journal of Agricultural Extension, Economics & Sociology, Vol. 16, No. 3, pp. 1-12. ISSN 2320-7027. DOI 10.9734/AJAEES/2017/32489.
  21. Ranis, G. (2003) "A theory of economic development", American Economic Review, Vol. 56, pp. 533-558. ISSN 0002-8282.
  22. ] Rozelle, S., Taylor, E. and deBrauw A. (1999) "Migration, Remittances, and Agricultural Productivity in China", The American Economic Review, Vol. 89, No. 2, pp. 287-291. ISSN 0002-8282.
  23. Shi, X. (2020) "Heterogeneous effects of rural-urban migration on agricultural productivity Evidence from China", China Agricultural Economic Review, Vol. 10, No. 3, pp. 482-497. ISSN 1756-137X DOI 10.1108/CAER-10-2017-0193..
  24. Simtowe, F., Kassie, M., Diagne, A., Asfaw, S., Shiferaw, B., Silim, S. and Muange, E. (2011) "Determinants of agricultural technology adoption: The case of improved pigeon pea varieties in Tanzania", Quarterly Journal of International Agriculture, Vol. 50, No. 4, pp. 325-345. ISSN 0049-8599.
  25. Stark, O. and Bloom, D. (1985) "The new economics of labor migration", The American Economic Review, Vol. 75, No. 2, pp. 173-178. ISSN 0002-8282.
  26. Sun, Y., Hu, R. and Zhang, C. (2021) "Impact of Rural-Urban Migration Experience on Rice Farmers ’ Agricultural Machinery Expenditure: Evidence from China", Agriculture, Vol. 11, No. 8, pp. 1-14. E-ISSN 2077-0472. DOI 10.3390/agriculture11080764.
  27. Taylor E. (1999) "The new economics of labor migration and the role of remittances in the migration process", International Migration, Vol. 37, No. 1, pp. 63-88. ISSN 00207985. DOI 10.1111/1468-2435.00066.
  28. Taylor, J. and Wyatt, J. (1996) "The Shadow Value of Migrant Remittances, Income, and Inequality in a Household-Farm Economy", Journal of Development Studies, Vol. 32, No. 6, pp. 899- 912. ISSN 00220388. DOI 10.1080/00220389608422445.
  29. Tesfaye, W. and Tirivayi, N. (2016) "The effect of improved storage innovations on food security and welfare in Ethiopia", MERIT Working Papers 2016-063, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT). ISSN 1871-9872.
  30. Tshikala, S. K. (2014) "Assessing the impact of migration and remittances on technology adoption in rural Senegal", Working Paper, Department of Agricultural and the Applied Economics University of Georgia, Georgia, USA. [Online]. Available: [Accessed: June 4, 2021].
  31. Todaro M. (1969) "A Model of Labor Migration and Urban Unemployment in Less Developed Countries", The American Economic Review, Vol. 59, No. 1, pp. 138-148. ISSN 0002-8282.
  32. Tsedeke, L. and Ayele, T. (2017) "Logistic Mixed Modelling of Determinants of International Migration from the Southern Ethiopia: Small Area Estimation Approach", American Journal of Theoretical and Applied Statistics, Vol. 6, No. 3, pp. 170-182. ISSN 2326-9006. DOI 10.11648/j.ajtas.20170603.16.
  33. Ullah, A. and Saqib, S. E. (2022) "Determinants of Farmers ’ Awareness and Adoption of Extension Recommended Wheat Varieties in the Rainfed Areas of Pakistan", Sustainability, Vol. 14, No. 6, pp. 1-18. E-ISSN 2071-1050. DOI 10.3390/su14063194..
  34. United Nations (2016) "The world’s cities in 2016", United Nations. [Online]. Available: https:// in_2016_data_booklet.pdf [Accessed: June 5, 2021].
  35. United Nations Conference on Trade and Development (2020) "Assessing the Dynamics between Migration and Development in Africa, International Forum on Migration Statistics, Cairo, Egypt". [Online]. Available: africa [Accessed: June 5, 2021].
  36. United Nations Department of Economic and Social Affairs (2020) "International Migrant Stock", United Nations database. [Online]. Available: pdf [Accessed: June 8, 2021].
  37. Williams, D. A. (2014) "Remittance and Migration: Impact on Technology Adoption, Natural Resource Conservation, and Welfare", Master Thesis, Louisiana State University, Nepal. [Online]. Available: theses [Accessed: 20 June 20, 2021].
  38. World Bank (2019) "World Development Report. Changing Nature of Work", Washington, DC. [Online]. Available: [Accessed: April 18, 2021].
  39. World Bank (2020) "Reversals of fortune. Poverty and shared prosperity", Washington, DC. [Online]. Available: [Accessed: October 24, 2021].

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